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The Future Strikes Back: Using Future Treatments to Detect and Reduce Hidden Bias

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Conventional advice discourages controlling for postoutcome variables in regression analysis. By contrast, we show that controlling for commonly available postoutcome (i.e., future) values of the treatment variable can help detect, reduce, and even remove omit... ...